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. 2017 Apr 25;12(4):e0175957. doi: 10.1371/journal.pone.0175957

Table 1. The evaluation performance of the models in the pipeline.

Random Forests (RF) Run RF+Stepwise RF+Ridge regression RF+Lasso
#Iterations Number of trees (ntree) % Variance all (p) SNPs % Variance k SNPs Model significance (r-squared & p-values) Model significance (%Variance) Model significance (r-squared & p-values)
1 500 -0.67 8.58 0.088 & 4.965e-09 14.7 0.096 & 1.83e-09
2 1000 0.43 13.7 0.11 & 4.771e-11 17.83 0.10 & 8.1e-10
3 2000 0.23 16.66 0.111 & 5.4e-11 18.77 0.138 & 7.108e-13
4 3000 0.51 17.94 0.13 & 1.49e-12 17.5 0.16 & 6.61e-15